Eda for music dataset

Dataset statistics

Number of variables	18
Number of observations	14396
Missing cells	5483
Missing cells (%)	2.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.0 MiB
Average record size in memory	144.0 B

Variable types

Numeric	14
Categorical	4

Alerts

`Artist Name` has a high cardinality: 7913 distinct values	High cardinality
`Track Name` has a high cardinality: 12455 distinct values	High cardinality
`energy` is highly overall correlated with `loudness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `energy` and 1 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`time_signature` is highly imbalanced (74.8%)	Imbalance
`Popularity` has 333 (2.3%) missing values	Missing
`key` has 1609 (11.2%) missing values	Missing
`instrumentalness` has 3541 (24.6%) missing values	Missing
`Id` is uniformly distributed	Uniform
`Track Name` is uniformly distributed	Uniform
`Id` has unique values	Unique
`Class` has 500 (3.5%) zeros	Zeros

Reproduction

Analysis started	2023-08-29 08:53:15.557684
Analysis finished	2023-08-29 08:54:06.796203
Duration	51.24 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	14396
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7198.5

Minimum	1
Maximum	14396
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	1
5-th percentile	720.75
Q1	3599.75
median	7198.5
Q3	10797.25
95-th percentile	13676.25
Maximum	14396
Range	14395
Interquartile range (IQR)	7197.5

Descriptive statistics

Standard deviation	4155.9116
Coefficient of variation (CV)	0.57733022
Kurtosis	-1.2
Mean	7198.5
Median Absolute Deviation (MAD)	3599
Skewness	0
Sum	1.0362961 × 10⁸
Variance	17271601
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
9673	1	< 0.1%
9591	1	< 0.1%
9592	1	< 0.1%
9593	1	< 0.1%
9594	1	< 0.1%
9595	1	< 0.1%
9596	1	< 0.1%
9597	1	< 0.1%
9598	1	< 0.1%
Other values (14386)	14386	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
14396	1	< 0.1%
14395	1	< 0.1%
14394	1	< 0.1%
14393	1	< 0.1%
14392	1	< 0.1%
14391	1	< 0.1%
14390	1	< 0.1%
14389	1	< 0.1%
14388	1	< 0.1%
14387	1	< 0.1%

Artist Name
Categorical

Distinct	7913
Distinct (%)	55.0%
Missing	0
Missing (%)	0.0%
Memory size	112.6 KiB

Backstreet Boys	58
Westlife	53
Britney Spears	47
Omer Adam	39
Eyal Golan	38
Other values (7908)	14161

Length

Max length	153
Median length	94
Mean length	12.250278
Min length	1

Characters and Unicode

Total characters	176355
Distinct characters	169
Distinct categories	15 ?
Distinct scripts	3 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5289 ?
Unique (%)	36.7%

Sample

1st row	Marina Maximilian
2nd row	The Black Keys
3rd row	Royal & the Serpent
4th row	Detroit Blues Band
5th row	Coast Contra

Common Values

Value	Count	Frequency (%)
Backstreet Boys	58	0.4%
Westlife	53	0.4%
Britney Spears	47	0.3%
Omer Adam	39	0.3%
Eyal Golan	38	0.3%
Shlomo Artzi	32	0.2%
Dudu Aharon	29	0.2%
Arik Einstein	29	0.2%
Hadag Nahash	29	0.2%
Moshe Peretz	27	0.2%
Other values (7903)	14015	97.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	1410	4.8%
	239	0.8%
of	192	0.7%
john	108	0.4%
boys	104	0.4%
black	101	0.3%
band	99	0.3%
and	99	0.3%
king	72	0.2%
james	68	0.2%
Other values (9512)	26987	91.5%

Most occurring characters

Value	Count	Frequency (%)
e	15848	9.0%
	15083	8.6%
a	14054	8.0%
i	9883	5.6%
n	9728	5.5%
r	9658	5.5%
o	9310	5.3%
s	7321	4.2%
l	7256	4.1%
t	6883	3.9%
Other values (159)	71331	40.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	125331	71.1%
Uppercase Letter	32545	18.5%
Space Separator	15083	8.6%
Other Punctuation	1764	1.0%
Decimal Number	471	0.3%
Dash Punctuation	379	0.2%
Other Symbol	309	0.2%
Math Symbol	296	0.2%
Open Punctuation	61	< 0.1%
Close Punctuation	38	< 0.1%
Other values (5)	78	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	15848	12.6%
a	14054	11.2%
i	9883	7.9%
n	9728	7.8%
r	9658	7.7%
o	9310	7.4%
s	7321	5.8%
l	7256	5.8%
t	6883	5.5%
h	5767	4.6%
Other values (52)	29623	23.6%

Uppercase Letter

Value	Count	Frequency (%)
S	2842	8.7%
T	2758	8.5%
B	2547	7.8%
M	2231	6.9%
A	2169	6.7%
C	1851	5.7%
D	1635	5.0%
R	1578	4.8%
L	1501	4.6%
P	1333	4.1%
Other values (31)	12100	37.2%

Math Symbol

Value	Count	Frequency (%)
√	167	56.4%
∞	23	7.8%
∂	19	6.4%
∏	13	4.4%
±	11	3.7%
≈	11	3.7%
+	10	3.4%
≥	10	3.4%
∫	10	3.4%
≠	8	2.7%
Other values (6)	14	4.7%

Other Punctuation

Value	Count	Frequency (%)
,	713	40.4%
.	564	32.0%
&	221	12.5%
'	118	6.7%
"	42	2.4%
/	35	2.0%
!	19	1.1%
†	13	0.7%
:	10	0.6%
§	9	0.5%
Other values (5)	20	1.1%

Decimal Number

Value	Count	Frequency (%)
1	76	16.1%
3	66	14.0%
2	61	13.0%
9	54	11.5%
0	54	11.5%
4	39	8.3%
7	37	7.9%
5	36	7.6%
8	25	5.3%
6	23	4.9%

Other Symbol

Value	Count	Frequency (%)
◊	208	67.3%
©	50	16.2%
°	22	7.1%
®	16	5.2%
™	13	4.2%

Open Punctuation

Value	Count	Frequency (%)
(	31	50.8%
‚	17	27.9%
„	9	14.8%
[	4	6.6%

Currency Symbol

Value	Count	Frequency (%)
$	18	54.5%
¢	7	21.2%
£	4	12.1%
¥	4	12.1%

Dash Punctuation

Value	Count	Frequency (%)
-	160	42.2%
–	151	39.8%
—	68	17.9%

Close Punctuation

Value	Count	Frequency (%)
)	34	89.5%
]	4	10.5%

Other Letter

Value	Count	Frequency (%)
º	28	77.8%
ª	8	22.2%

Modifier Symbol

Value	Count	Frequency (%)
´	3	60.0%
¨	2	40.0%

Space Separator

Value	Count	Frequency (%)
	15083	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	3	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	157875	89.5%
Common	18456	10.5%
Greek	24	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	15848	10.0%
a	14054	8.9%
i	9883	6.3%
n	9728	6.2%
r	9658	6.1%
o	9310	5.9%
s	7321	4.6%
l	7256	4.6%
t	6883	4.4%
h	5767	3.7%
Other values (92)	62167	39.4%

Common

Value	Count	Frequency (%)
	15083	81.7%
,	713	3.9%
.	564	3.1%
&	221	1.2%
◊	208	1.1%
√	167	0.9%
-	160	0.9%
–	151	0.8%
'	118	0.6%
1	76	0.4%
Other values (55)	995	5.4%

Greek

Value	Count	Frequency (%)
Ω	17	70.8%
π	7	29.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	174913	99.2%
None	692	0.4%
Math Operators	267	0.2%
Punctuation	262	0.1%
Geometric Shapes	208	0.1%
Letterlike Symbols	13	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	15848	9.1%
	15083	8.6%
a	14054	8.0%
i	9883	5.7%
n	9728	5.6%
r	9658	5.5%
o	9310	5.3%
s	7321	4.2%
l	7256	4.1%
t	6883	3.9%
Other values (75)	69889	40.0%

Geometric Shapes

Value	Count	Frequency (%)
◊	208	100.0%

Math Operators

Value	Count	Frequency (%)
√	167	62.5%
∞	23	8.6%
∂	19	7.1%
∏	13	4.9%
≈	11	4.1%
≥	10	3.7%
∫	10	3.7%
≠	8	3.0%
≤	5	1.9%
∑	1	0.4%

Punctuation

Value	Count	Frequency (%)
–	151	57.6%
—	68	26.0%
‚	17	6.5%
†	13	5.0%
„	9	3.4%
•	3	1.1%
’	1	0.4%

None

Value	Count	Frequency (%)
©	50	7.2%
é	36	5.2%
Ä	32	4.6%
ô	30	4.3%
º	28	4.0%
ï	27	3.9%
ë	25	3.6%
É	23	3.3%
°	22	3.2%
ò	21	3.0%
Other values (55)	398	57.5%

Letterlike Symbols

Value	Count	Frequency (%)
™	13	100.0%

Track Name
Categorical

HIGH CARDINALITY UNIFORM

Distinct	12455
Distinct (%)	86.5%
Missing	0
Missing (%)	0.0%
Memory size	112.6 KiB

Fire	8
Ghost	7
Runaway	7
Forever	6
Dreams	6
Other values (12450)	14362

Length

Max length	114
Median length	89
Mean length	16.944012
Min length	1

Characters and Unicode

Total characters	243926
Distinct characters	183
Distinct categories	17 ?
Distinct scripts	4 ?
Distinct blocks	7 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10929 ?
Unique (%)	75.9%

Sample

1st row	Not Afraid
2nd row	Howlin' for You
3rd row	phuck u
4th row	Missing You
5th row	My Lady

Common Values

Value	Count	Frequency (%)
Fire	8	0.1%
Ghost	7	< 0.1%
Runaway	7	< 0.1%
Forever	6	< 0.1%
Dreams	6	< 0.1%
Control	6	< 0.1%
Hurricane	6	< 0.1%
Change	5	< 0.1%
All My Friends	5	< 0.1%
Patience	5	< 0.1%
Other values (12445)	14335	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	1646	3.7%
the	1563	3.5%
you	643	1.4%
of	532	1.2%
feat	520	1.2%
a	497	1.1%
i	492	1.1%
in	489	1.1%
to	441	1.0%
me	439	1.0%
Other values (10764)	37484	83.8%

Most occurring characters

Value	Count	Frequency (%)
	30351	12.4%
e	21100	8.7%
a	13878	5.7%
o	13176	5.4%
i	11407	4.7%
n	11239	4.6%
t	10719	4.4%
r	10130	4.2%
◊	7889	3.2%
s	7679	3.1%
Other values (173)	106358	43.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	154038	63.1%
Uppercase Letter	39407	16.2%
Space Separator	30351	12.4%
Other Symbol	9285	3.8%
Other Punctuation	3726	1.5%
Decimal Number	2368	1.0%
Dash Punctuation	1774	0.7%
Open Punctuation	1204	0.5%
Close Punctuation	1106	0.5%
Math Symbol	320	0.1%
Other values (7)	347	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	21100	13.7%
a	13878	9.0%
o	13176	8.6%
i	11407	7.4%
n	11239	7.3%
t	10719	7.0%
r	10130	6.6%
s	7679	5.0%
l	7221	4.7%
h	6123	4.0%
Other values (48)	41366	26.9%

Uppercase Letter

Value	Count	Frequency (%)
S	3390	8.6%
T	3244	8.2%
M	2766	7.0%
B	2533	6.4%
A	2363	6.0%
L	2213	5.6%
R	1993	5.1%
I	1927	4.9%
D	1904	4.8%
W	1883	4.8%
Other values (37)	15191	38.5%

Other Punctuation

Value	Count	Frequency (%)
.	997	26.8%
'	923	24.8%
,	479	12.9%
†	266	7.1%
&	262	7.0%
§	155	4.2%
/	153	4.1%
!	99	2.7%
?	96	2.6%
¶	92	2.5%
Other values (10)	204	5.5%

Math Symbol

Value	Count	Frequency (%)
√	133	41.6%
∞	43	13.4%
∏	26	8.1%
≥	23	7.2%
∫	20	6.2%
±	20	6.2%
∂	12	3.8%
≤	10	3.1%
∑	9	2.8%
≠	8	2.5%
Other values (6)	16	5.0%

Decimal Number

Value	Count	Frequency (%)
0	577	24.4%
2	477	20.1%
1	443	18.7%
9	250	10.6%
6	121	5.1%
3	114	4.8%
5	111	4.7%
4	100	4.2%
8	92	3.9%
7	83	3.5%

Other Symbol

Value	Count	Frequency (%)
◊	7889	85.0%
™	438	4.7%
®	429	4.6%
©	368	4.0%
°	161	1.7%

Open Punctuation

Value	Count	Frequency (%)
(	1086	90.2%
‚	68	5.6%
„	29	2.4%
[	20	1.7%
{	1	0.1%

Currency Symbol

Value	Count	Frequency (%)
¢	226	78.7%
£	36	12.5%
$	18	6.3%
¥	7	2.4%

Dash Punctuation

Value	Count	Frequency (%)
-	1408	79.4%
–	276	15.6%
—	90	5.1%

Close Punctuation

Value	Count	Frequency (%)
)	1085	98.1%
]	20	1.8%
}	1	0.1%

Modifier Symbol

Value	Count	Frequency (%)
¨	5	50.0%
´	3	30.0%
^	2	20.0%

Other Letter

Value	Count	Frequency (%)
º	22	57.9%
ª	16	42.1%

Final Punctuation

Value	Count	Frequency (%)
’	4	80.0%
”	1	20.0%

Initial Punctuation

Value	Count	Frequency (%)
“	1	50.0%
«	1	50.0%

Space Separator

Value	Count	Frequency (%)
	30351	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	4	100.0%

Nonspacing Mark

Value	Count	Frequency (%)
́	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	193412	79.3%
Common	50473	20.7%
Greek	40	< 0.1%
Inherited	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	21100	10.9%
a	13878	7.2%
o	13176	6.8%
i	11407	5.9%
n	11239	5.8%
t	10719	5.5%
r	10130	5.2%
s	7679	4.0%
l	7221	3.7%
h	6123	3.2%
Other values (94)	80740	41.7%

Common

Value	Count	Frequency (%)
	30351	60.1%
◊	7889	15.6%
-	1408	2.8%
(	1086	2.2%
)	1085	2.1%
.	997	2.0%
'	923	1.8%
0	577	1.1%
,	479	0.9%
2	477	0.9%
Other values (66)	5201	10.3%

Greek

Value	Count	Frequency (%)
Ω	28	70.0%
π	12	30.0%

Inherited

Value	Count	Frequency (%)
́	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	226617	92.9%
None	7930	3.3%
Geometric Shapes	7889	3.2%
Punctuation	762	0.3%
Letterlike Symbols	438	0.2%
Math Operators	289	0.1%
Diacriticals	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	30351	13.4%
e	21100	9.3%
a	13878	6.1%
o	13176	5.8%
i	11407	5.0%
n	11239	5.0%
t	10719	4.7%
r	10130	4.5%
s	7679	3.4%
l	7221	3.2%
Other values (82)	89717	39.6%

Geometric Shapes

Value	Count	Frequency (%)
◊	7889	100.0%

None

Value	Count	Frequency (%)
ô	1041	13.1%
ï	754	9.5%
ú	634	8.0%
î	633	8.0%
ê	538	6.8%
®	429	5.4%
û	412	5.2%
ë	370	4.7%
©	368	4.6%
ù	258	3.3%
Other values (58)	2493	31.4%

Letterlike Symbols

Value	Count	Frequency (%)
™	438	100.0%

Punctuation

Value	Count	Frequency (%)
–	276	36.2%
†	266	34.9%
—	90	11.8%
‚	68	8.9%
„	29	3.8%
•	23	3.0%
’	4	0.5%
‰	4	0.5%
“	1	0.1%
”	1	0.1%

Math Operators

Value	Count	Frequency (%)
√	133	46.0%
∞	43	14.9%
∏	26	9.0%
≥	23	8.0%
∫	20	6.9%
∂	12	4.2%
≤	10	3.5%
∑	9	3.1%
≠	8	2.8%
≈	5	1.7%

Diacriticals

Value	Count	Frequency (%)
́	1	100.0%

Popularity
Real number (ℝ)

Distinct	100
Distinct (%)	0.7%
Missing	333
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	44.525208

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	33
median	44
Q3	56
95-th percentile	75
Maximum	100
Range	99
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	17.41894
Coefficient of variation (CV)	0.39121525
Kurtosis	-0.19790812
Mean	44.525208
Median Absolute Deviation (MAD)	12
Skewness	0.075790464
Sum	626158
Variance	303.41949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	371	2.6%
41	357	2.5%
34	348	2.4%
43	343	2.4%
44	333	2.3%
37	328	2.3%
46	325	2.3%
40	323	2.2%
38	313	2.2%
32	311	2.2%
Other values (90)	10711	74.4%
(Missing)	333	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	58	0.4%
2	47	0.3%
3	39	0.3%
4	30	0.2%
5	31	0.2%
6	27	0.2%
7	28	0.2%
8	37	0.3%
9	43	0.3%
10	49	0.3%

Value	Count	Frequency (%)
100	2	< 0.1%
99	1	< 0.1%
98	1	< 0.1%
97	3	< 0.1%
96	2	< 0.1%
95	8	0.1%
94	4	< 0.1%
93	4	< 0.1%
92	4	< 0.1%
91	3	< 0.1%

danceability
Real number (ℝ)

Distinct	887
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54310536

Minimum	0.0596
Maximum	0.989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0.0596
5-th percentile	0.263
Q1	0.432
median	0.545
Q3	0.658
95-th percentile	0.817
Maximum	0.989
Range	0.9294
Interquartile range (IQR)	0.226

Descriptive statistics

Standard deviation	0.16551701
Coefficient of variation (CV)	0.30476041
Kurtosis	-0.27990009
Mean	0.54310536
Median Absolute Deviation (MAD)	0.113
Skewness	-0.075651149
Sum	7818.5447
Variance	0.027395882
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.552	54	0.4%
0.532	48	0.3%
0.527	47	0.3%
0.529	47	0.3%
0.601	47	0.3%
0.566	46	0.3%
0.546	45	0.3%
0.508	45	0.3%
0.567	45	0.3%
0.5	44	0.3%
Other values (877)	13928	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0596	1	< 0.1%
0.0599	1	< 0.1%
0.0644	1	< 0.1%
0.065	1	< 0.1%
0.069	1	< 0.1%
0.0726	1	< 0.1%
0.075	1	< 0.1%
0.0755	1	< 0.1%
0.0756	1	< 0.1%
0.0764	1	< 0.1%

Value	Count	Frequency (%)
0.989	1	< 0.1%
0.982	2	< 0.1%
0.98	3	< 0.1%
0.979	1	< 0.1%
0.974	1	< 0.1%
0.973	1	< 0.1%
0.968	1	< 0.1%
0.967	2	< 0.1%
0.965	2	< 0.1%
0.964	1	< 0.1%

energy
Real number (ℝ)

Distinct	1156
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66242165

Minimum	0.00121
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0.00121
5-th percentile	0.199
Q1	0.508
median	0.699
Q3	0.861
95-th percentile	0.967
Maximum	1
Range	0.99879
Interquartile range (IQR)	0.353

Descriptive statistics

Standard deviation	0.23596748
Coefficient of variation (CV)	0.35621946
Kurtosis	-0.32864007
Mean	0.66242165
Median Absolute Deviation (MAD)	0.173
Skewness	-0.65669815
Sum	9536.222
Variance	0.055680653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.948	43	0.3%
0.914	43	0.3%
0.971	42	0.3%
0.931	42	0.3%
0.947	41	0.3%
0.932	41	0.3%
0.964	41	0.3%
0.872	41	0.3%
0.913	39	0.3%
0.696	37	0.3%
Other values (1146)	13986	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00121	1	< 0.1%
0.00124	1	< 0.1%
0.0017	1	< 0.1%
0.00395	1	< 0.1%
0.00554	1	< 0.1%
0.00573	1	< 0.1%
0.00626	1	< 0.1%
0.00711	1	< 0.1%
0.00717	1	< 0.1%
0.0072	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999	1	< 0.1%
0.998	8	0.1%
0.997	9	0.1%
0.996	11	0.1%
0.995	16	0.1%
0.994	18	0.1%
0.993	25	0.2%
0.992	22	0.2%
0.991	16	0.1%

key
Real number (ℝ)

Distinct	11
Distinct (%)	0.1%
Missing	1609
Missing (%)	11.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.9537812

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	11
Maximum	11
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.2000128
Coefficient of variation (CV)	0.53747571
Kurtosis	-1.2183793
Mean	5.9537812
Median Absolute Deviation (MAD)	3
Skewness	-0.054521092
Sum	76131
Variance	10.240082
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
7	1650	11.5%
9	1590	11.0%
2	1582	11.0%
1	1351	9.4%
4	1252	8.7%
11	1176	8.2%
5	1115	7.7%
6	963	6.7%
8	872	6.1%
10	825	5.7%
(Missing)	1609	11.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1351	9.4%
2	1582	11.0%
3	411	2.9%
4	1252	8.7%
5	1115	7.7%
6	963	6.7%
7	1650	11.5%
8	872	6.1%
9	1590	11.0%
10	825	5.7%

Value	Count	Frequency (%)
11	1176	8.2%
10	825	5.7%
9	1590	11.0%
8	872	6.1%
7	1650	11.5%
6	963	6.7%
5	1115	7.7%
4	1252	8.7%
3	411	2.9%
2	1582	11.0%

loudness
Real number (ℝ)

Distinct	8051
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.9008522

Minimum	-39.952
Maximum	1.342
Zeros	0
Zeros (%)	0.0%
Negative	14389
Negative (%)	> 99.9%
Memory size	112.6 KiB

Quantile statistics

Minimum	-39.952
5-th percentile	-15.58825
Q1	-9.538
median	-7.0135
Q3	-5.162
95-th percentile	-3.28175
Maximum	1.342
Range	41.294
Interquartile range (IQR)	4.376

Descriptive statistics

Standard deviation	4.0573622
Coefficient of variation (CV)	-0.51353476
Kurtosis	4.9797437
Mean	-7.9008522
Median Absolute Deviation (MAD)	2.1005
Skewness	-1.7480727
Sum	-113740.67
Variance	16.462188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.497	12	0.1%
-4.818	10	0.1%
-4.261	10	0.1%
-6.481	8	0.1%
-4.633	8	0.1%
-4.448	8	0.1%
-6.938	8	0.1%
-4.975	8	0.1%
-4.671	8	0.1%
-5.218	8	0.1%
Other values (8041)	14308	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-39.952	1	< 0.1%
-36.214	1	< 0.1%
-35.154	1	< 0.1%
-34.825	1	< 0.1%
-34.378	1	< 0.1%
-33.395	1	< 0.1%
-33.082	1	< 0.1%
-32.796	1	< 0.1%
-32.22	1	< 0.1%
-31.858	1	< 0.1%

Value	Count	Frequency (%)
1.342	2	< 0.1%
0.943	1	< 0.1%
0.878	1	< 0.1%
0.732	1	< 0.1%
0.119	1	< 0.1%
0.101	1	< 0.1%
-0.467	1	< 0.1%
-0.489	1	< 0.1%
-0.645	1	< 0.1%
-0.734	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	112.6 KiB

1	9217
0	5179

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14396
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	9217	64.0%
0	5179	36.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	9217	64.0%
0	5179	36.0%

Most occurring characters

Value	Count	Frequency (%)
1	9217	64.0%
0	5179	36.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14396	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	9217	64.0%
0	5179	36.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	14396	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	9217	64.0%
0	5179	36.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14396	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	9217	64.0%
0	5179	36.0%

speechiness
Real number (ℝ)

Distinct	1177
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.080180647

Minimum	0.0225
Maximum	0.955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0.0225
5-th percentile	0.0278
Q1	0.0348
median	0.0471
Q3	0.0831
95-th percentile	0.278
Maximum	0.955
Range	0.9325
Interquartile range (IQR)	0.0483

Descriptive statistics

Standard deviation	0.085156593
Coefficient of variation (CV)	1.0620592
Kurtosis	12.870291
Mean	0.080180647
Median Absolute Deviation (MAD)	0.0155
Skewness	3.1133954
Sum	1154.2806
Variance	0.0072516454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0315	63	0.4%
0.0317	61	0.4%
0.031	54	0.4%
0.0339	54	0.4%
0.0302	53	0.4%
0.0323	53	0.4%
0.0346	51	0.4%
0.0344	50	0.3%
0.0362	50	0.3%
0.0319	50	0.3%
Other values (1167)	13857	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0225	2	< 0.1%
0.0227	1	< 0.1%
0.023	2	< 0.1%
0.0231	1	< 0.1%
0.0232	4	< 0.1%
0.0233	4	< 0.1%
0.0234	3	< 0.1%
0.0235	2	< 0.1%
0.0236	3	< 0.1%
0.0237	1	< 0.1%

Value	Count	Frequency (%)
0.955	1	< 0.1%
0.937	1	< 0.1%
0.935	1	< 0.1%
0.92	1	< 0.1%
0.891	1	< 0.1%
0.872	1	< 0.1%
0.862	1	< 0.1%
0.851	1	< 0.1%
0.84	1	< 0.1%
0.73	1	< 0.1%

acousticness
Real number (ℝ)

Distinct	3725
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24674571

Minimum	0
Maximum	0.996
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4.265 × 10^-5
Q1	0.00428
median	0.08145
Q3	0.43225
95-th percentile	0.917
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.42797

Descriptive statistics

Standard deviation	0.31092196
Coefficient of variation (CV)	1.2600906
Kurtosis	-0.17902357
Mean	0.24674571
Median Absolute Deviation (MAD)	0.081284
Skewness	1.1089328
Sum	3552.1512
Variance	0.096672464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.102	27	0.2%
0.13	24	0.2%
0.128	24	0.2%
0.135	23	0.2%
0.124	22	0.2%
0.136	21	0.1%
0.117	20	0.1%
0.103	20	0.1%
0.207	20	0.1%
0.993	19	0.1%
Other values (3715)	14176	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1.02 × 10^-6	1	< 0.1%
1.06 × 10^-6	1	< 0.1%
1.11 × 10^-6	1	< 0.1%
1.19 × 10^-6	1	< 0.1%
1.23 × 10^-6	1	< 0.1%
1.26 × 10^-6	1	< 0.1%
1.27 × 10^-6	1	< 0.1%
1.31 × 10^-6	2	< 0.1%
1.33 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	4	< 0.1%
0.995	7	< 0.1%
0.994	18	0.1%
0.993	19	0.1%
0.992	17	0.1%
0.991	11	0.1%
0.99	13	0.1%
0.989	18	0.1%
0.988	8	0.1%
0.987	13	0.1%

instrumentalness
Real number (ℝ)

Distinct	3945
Distinct (%)	36.3%
Missing	3541
Missing (%)	24.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.17812872

Minimum	1 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	1 × 10^-6
5-th percentile	2.7 × 10^-6
Q1	8.755 × 10^-5
median	0.00392
Q3	0.201
95-th percentile	0.888
Maximum	0.996
Range	0.995999
Interquartile range (IQR)	0.20091245

Descriptive statistics

Standard deviation	0.30426567
Coefficient of variation (CV)	1.7081225
Kurtosis	0.7021881
Mean	0.17812872
Median Absolute Deviation (MAD)	0.00391765
Skewness	1.525166
Sum	1933.5872
Variance	0.092577596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.000109	18	0.1%
0.929	17	0.1%
0.899	16	0.1%
0.914	16	0.1%
0.927	15	0.1%
0.112	14	0.1%
0.0102	14	0.1%
0.918	14	0.1%
0.892	14	0.1%
0.925	13	0.1%
Other values (3935)	10704	74.4%
(Missing)	3541	24.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1 × 10^-6	2	< 0.1%
1.01 × 10^-6	6	< 0.1%
1.02 × 10^-6	7	< 0.1%
1.03 × 10^-6	6	< 0.1%
1.04 × 10^-6	3	< 0.1%
1.05 × 10^-6	9	0.1%
1.06 × 10^-6	4	< 0.1%
1.07 × 10^-6	6	< 0.1%
1.08 × 10^-6	4	< 0.1%
1.09 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	1	< 0.1%
0.987	1	< 0.1%
0.985	1	< 0.1%
0.983	1	< 0.1%
0.977	2	< 0.1%
0.976	1	< 0.1%
0.975	1	< 0.1%
0.972	1	< 0.1%
0.968	1	< 0.1%
0.966	1	< 0.1%

liveness
Real number (ℝ)

Distinct	1407
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19578228

Minimum	0.0119
Maximum	0.992
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0.0119
5-th percentile	0.0607
Q1	0.097275
median	0.129
Q3	0.256
95-th percentile	0.514
Maximum	0.992
Range	0.9801
Interquartile range (IQR)	0.158725

Descriptive statistics

Standard deviation	0.15925775
Coefficient of variation (CV)	0.81344311
Kurtosis	5.6447911
Mean	0.19578228
Median Absolute Deviation (MAD)	0.0476
Skewness	2.1782646
Sum	2818.4817
Variance	0.02536303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.11	172	1.2%
0.109	166	1.2%
0.111	158	1.1%
0.112	153	1.1%
0.107	150	1.0%
0.108	149	1.0%
0.104	146	1.0%
0.103	140	1.0%
0.101	132	0.9%
0.105	131	0.9%
Other values (1397)	12899	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0119	1	< 0.1%
0.0136	3	< 0.1%
0.0157	1	< 0.1%
0.0169	1	< 0.1%
0.0208	1	< 0.1%
0.0214	1	< 0.1%
0.0219	1	< 0.1%
0.0233	1	< 0.1%
0.0243	1	< 0.1%
0.0246	1	< 0.1%

Value	Count	Frequency (%)
0.992	1	< 0.1%
0.989	2	< 0.1%
0.988	2	< 0.1%
0.987	1	< 0.1%
0.986	3	< 0.1%
0.985	2	< 0.1%
0.984	2	< 0.1%
0.983	2	< 0.1%
0.982	3	< 0.1%
0.981	1	< 0.1%

valence
Real number (ℝ)

Distinct	1268
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48637902

Minimum	0.0215
Maximum	0.986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0.0215
5-th percentile	0.107
Q1	0.299
median	0.4805
Q3	0.672
95-th percentile	0.891
Maximum	0.986
Range	0.9645
Interquartile range (IQR)	0.373

Descriptive statistics

Standard deviation	0.23947618
Coefficient of variation (CV)	0.49236537
Kurtosis	-0.9124495
Mean	0.48637902
Median Absolute Deviation (MAD)	0.1865
Skewness	0.08868735
Sum	7001.9123
Variance	0.057348842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.389	38	0.3%
0.369	34	0.2%
0.352	34	0.2%
0.399	34	0.2%
0.589	33	0.2%
0.412	33	0.2%
0.619	32	0.2%
0.394	32	0.2%
0.512	31	0.2%
0.486	31	0.2%
Other values (1258)	14064	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0215	1	< 0.1%
0.0223	1	< 0.1%
0.0259	1	< 0.1%
0.0262	1	< 0.1%
0.0264	1	< 0.1%
0.0284	1	< 0.1%
0.0307	1	< 0.1%
0.0308	2	< 0.1%
0.0314	1	< 0.1%
0.0317	1	< 0.1%

Value	Count	Frequency (%)
0.986	1	< 0.1%
0.985	1	< 0.1%
0.982	1	< 0.1%
0.98	2	< 0.1%
0.979	2	< 0.1%
0.978	2	< 0.1%
0.977	3	< 0.1%
0.975	5	< 0.1%
0.974	7	< 0.1%
0.973	5	< 0.1%

tempo
Real number (ℝ)

Distinct	11392
Distinct (%)	79.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.69537

Minimum	30.557
Maximum	217.416
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	30.557
5-th percentile	79.51875
Q1	99.799
median	120.06
Q3	141.98825
95-th percentile	175.78
Maximum	217.416
Range	186.859
Interquartile range (IQR)	42.18925

Descriptive statistics

Standard deviation	29.53849
Coefficient of variation (CV)	0.24074657
Kurtosis	-0.4458828
Mean	122.69537
Median Absolute Deviation (MAD)	21.01
Skewness	0.37650698
Sum	1766322.6
Variance	872.52242
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
119.993	11	0.1%
120.024	9	0.1%
120	8	0.1%
110.016	8	0.1%
160.004	8	0.1%
110.019	7	< 0.1%
100.017	6	< 0.1%
100.012	6	< 0.1%
130.038	6	< 0.1%
124.069	6	< 0.1%
Other values (11382)	14321	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.557	1	< 0.1%
34.132	1	< 0.1%
42.956	1	< 0.1%
47.387	1	< 0.1%
49.196	1	< 0.1%
49.32	1	< 0.1%
49.689	1	< 0.1%
50.658	1	< 0.1%
50.767	1	< 0.1%
51	1	< 0.1%

Value	Count	Frequency (%)
217.416	2	< 0.1%
216.091	1	< 0.1%
216.053	2	< 0.1%
216.02	1	< 0.1%
212.049	1	< 0.1%
210.164	1	< 0.1%
209.84	1	< 0.1%
209.06	1	< 0.1%
208.634	1	< 0.1%
208.589	1	< 0.1%

duration_in min/ms
Real number (ℝ)

Distinct	11805
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200094.22

Minimum	0.50165
Maximum	1477187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0.50165
5-th percentile	3.3772208
Q1	165445.75
median	208941
Q3	252247
95-th percentile	353608.25
Maximum	1477187
Range	1477186.5
Interquartile range (IQR)	86801.25

Descriptive statistics

Standard deviation	111689.1
Coefficient of variation (CV)	0.55818252
Kurtosis	8.6973428
Mean	200094.22
Median Absolute Deviation (MAD)	43339.5
Skewness	0.83640698
Sum	2.8805564 × 10⁹
Variance	1.2474455 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
192000	11	0.1%
230000	9	0.1%
216000	8	0.1%
235000	7	< 0.1%
220000	7	< 0.1%
170733	7	< 0.1%
208000	7	< 0.1%
200000	7	< 0.1%
240000	7	< 0.1%
210000	6	< 0.1%
Other values (11795)	14320	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.50165	1	< 0.1%
0.533916667	1	< 0.1%
0.96915	1	< 0.1%
0.979333333	1	< 0.1%
0.991983333	1	< 0.1%
1.027483333	1	< 0.1%
1.130666667	1	< 0.1%
1.197383333	1	< 0.1%
1.270883333	1	< 0.1%
1.365333333	1	< 0.1%

Value	Count	Frequency (%)
1477187	1	< 0.1%
1392667	1	< 0.1%
1385907	2	< 0.1%
1284507	1	< 0.1%
1244613	1	< 0.1%
1233667	1	< 0.1%
1095394	1	< 0.1%
1090787	1	< 0.1%
1083755	1	< 0.1%
1041200	1	< 0.1%

time_signature
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	112.6 KiB

4	13149
3	994
5	166
1	87

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14396
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
4	13149	91.3%
3	994	6.9%
5	166	1.2%
1	87	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	13149	91.3%
3	994	6.9%
5	166	1.2%
1	87	0.6%

Most occurring characters

Value	Count	Frequency (%)
4	13149	91.3%
3	994	6.9%
5	166	1.2%
1	87	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14396	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	13149	91.3%
3	994	6.9%
5	166	1.2%
1	87	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	14396	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	13149	91.3%
3	994	6.9%
5	166	1.2%
1	87	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14396	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	13149	91.3%
3	994	6.9%
5	166	1.2%
1	87	0.6%

Class
Real number (ℝ)

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6956794

Minimum	0
Maximum	10
Zeros	500
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	112.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	8
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.2061699
Coefficient of variation (CV)	0.47884162
Kurtosis	-0.84661279
Mean	6.6956794
Median Absolute Deviation (MAD)	2
Skewness	-0.66656285
Sum	96391
Variance	10.279526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
10	3959	27.5%
6	2069	14.4%
9	2019	14.0%
8	1483	10.3%
5	1157	8.0%
1	1098	7.6%
2	1018	7.1%
0	500	3.5%
7	461	3.2%
3	322	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	500	3.5%
1	1098	7.6%
2	1018	7.1%
3	322	2.2%
4	310	2.2%
5	1157	8.0%
6	2069	14.4%
7	461	3.2%
8	1483	10.3%
9	2019	14.0%

Value	Count	Frequency (%)
10	3959	27.5%
9	2019	14.0%
8	1483	10.3%
7	461	3.2%
6	2069	14.4%
5	1157	8.0%
4	310	2.2%
3	322	2.2%
2	1018	7.1%
1	1098	7.6%

Auto

Heatmap
Table

	Id	Popularity	danceability	energy	key	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_in min/ms	Class	mode	time_signature
Id	1.000	0.009	0.012	-0.013	0.005	-0.012	-0.001	-0.000	0.020	-0.003	-0.004	-0.002	0.017	0.002	0.000	0.000
Popularity	0.009	1.000	0.164	0.031	0.009	0.125	0.020	-0.062	-0.168	-0.060	0.058	-0.003	-0.037	0.136	0.044	0.057
danceability	0.012	0.164	1.000	-0.178	0.007	-0.048	0.075	0.204	-0.182	-0.115	0.438	-0.165	-0.161	-0.134	0.079	0.112
energy	-0.013	0.031	-0.178	1.000	0.011	0.735	0.352	-0.728	-0.067	0.179	0.164	0.202	0.202	0.222	0.048	0.129
key	0.005	0.009	0.007	0.011	1.000	0.002	0.007	-0.002	-0.007	0.004	0.031	0.021	0.006	-0.003	0.257	0.028
loudness	-0.012	0.125	-0.048	0.735	0.002	1.000	0.230	-0.560	-0.240	0.116	0.116	0.149	0.084	0.201	0.040	0.106
speechiness	-0.001	0.020	0.075	0.352	0.007	0.230	1.000	-0.210	-0.038	0.100	0.057	0.121	-0.022	-0.049	0.065	0.055
acousticness	-0.000	-0.062	0.204	-0.728	-0.002	-0.560	-0.210	1.000	-0.011	-0.110	0.007	-0.179	-0.290	-0.259	0.028	0.119
instrumentalness	0.020	-0.168	-0.182	-0.067	-0.007	-0.240	-0.038	-0.011	1.000	-0.032	-0.198	-0.011	0.092	-0.074	0.021	0.062
liveness	-0.003	-0.060	-0.115	0.179	0.004	0.116	0.100	-0.110	-0.032	1.000	-0.005	0.028	0.015	0.023	0.011	0.016
valence	-0.004	0.058	0.438	0.164	0.031	0.116	0.057	0.007	-0.198	-0.005	1.000	0.050	-0.147	-0.057	0.021	0.093
tempo	-0.002	-0.003	-0.165	0.202	0.021	0.149	0.121	-0.179	-0.011	0.028	0.050	1.000	0.024	0.047	0.034	0.057
duration_in min/ms	0.017	-0.037	-0.161	0.202	0.006	0.084	-0.022	-0.290	0.092	0.015	-0.147	0.024	1.000	0.182	0.087	0.060
Class	0.002	0.136	-0.134	0.222	-0.003	0.201	-0.049	-0.259	-0.074	0.023	-0.057	0.047	0.182	1.000	0.143	0.104
mode	0.000	0.044	0.079	0.048	0.257	0.040	0.065	0.028	0.021	0.011	0.021	0.034	0.087	0.143	1.000	0.016
time_signature	0.000	0.057	0.112	0.129	0.028	0.106	0.055	0.119	0.062	0.016	0.093	0.057	0.060	0.104	0.016	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Id	Artist Name	Track Name	Popularity	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_in min/ms	time_signature	Class
0	1	Marina Maximilian	Not Afraid	37.0	0.334	0.536	9.0	-6.649	0	0.0381	0.378000	NaN	0.1060	0.2350	152.429	204947.000000	4	9
1	2	The Black Keys	Howlin' for You	67.0	0.725	0.747	11.0	-5.545	1	0.0876	0.027200	0.046800	0.1040	0.3800	132.921	191956.000000	4	6
2	3	Royal & the Serpent	phuck u	NaN	0.584	0.804	7.0	-6.094	1	0.0619	0.000968	0.635000	0.2840	0.6350	159.953	161037.000000	4	10
3	4	Detroit Blues Band	Missing You	12.0	0.515	0.308	NaN	-14.711	1	0.0312	0.907000	0.021300	0.3000	0.5010	172.472	298093.000000	3	2
4	5	Coast Contra	My Lady	48.0	0.565	0.777	6.0	-5.096	0	0.2490	0.183000	NaN	0.2110	0.6190	88.311	254145.000000	4	5
5	6	Beck	Fuckin With My Head (Mountain Dew Rock)	38.0	0.657	0.813	7.0	-7.861	1	0.2160	0.008340	0.049200	0.2080	0.5890	82.035	219587.000000	4	10
6	7	Shadow and Light	Blue	11.0	0.658	0.431	1.0	-12.718	0	0.0300	0.615000	0.292000	0.0902	0.5280	132.045	3.893933	5	0
7	8	Within The Ruins	Devil In Me	45.0	0.441	0.994	7.0	-2.934	1	0.2390	0.000073	0.000147	0.3820	0.0478	139.931	213125.000000	4	8
8	9	Crazy Cavan	My Little Sister Gotta Motorbike	38.0	0.446	0.816	9.0	-9.762	1	0.0766	0.318000	NaN	0.3390	0.7180	183.696	165293.000000	4	10
9	10	Day Sulan	Bailar	58.0	0.852	0.535	7.0	-5.940	0	0.0896	0.439000	0.000082	0.2460	0.4830	103.007	205056.000000	4	5

	Id	Artist Name	Track Name	Popularity	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_in min/ms	time_signature	Class
14386	14387	Jatayu	Shringara	17.0	0.528	0.783	4.0	-6.504	0	0.0497	0.300000	0.740000	0.0658	0.713	114.925	325762.000000	3	6
14387	14388	The Jon Spencer Blues Explosion	Bellbottoms	56.0	0.311	0.882	2.0	-3.260	1	0.2150	0.008950	0.205000	0.2530	0.435	162.189	317987.000000	4	2
14388	14389	Peled	◊î◊¢◊ï◊ú◊ù ◊©◊ú◊ô	32.0	0.708	0.690	9.0	-6.581	0	0.0604	0.011200	NaN	0.1500	0.354	162.076	225267.000000	4	5
14389	14390	Hadag Nahash	◊ó◊ú◊ô◊§◊ï◊™	36.0	0.812	0.617	9.0	-6.345	1	0.2640	0.154000	NaN	0.0760	0.761	83.987	262893.000000	4	5
14390	14391	M83	Kim & Jessie	45.0	0.492	0.567	5.0	-6.159	1	0.0327	0.000114	0.536000	0.3580	0.245	111.010	323373.000000	4	10
14391	14392	NOISY	I Wish I Was A...	47.0	0.607	0.946	1.0	-2.965	1	0.1500	0.005480	0.000390	0.2780	0.653	120.011	195181.000000	4	10
14392	14393	BLOODSPOT	Deadline Story (feat. Patrick Boos)	27.0	0.435	0.951	8.0	-7.475	1	0.0576	0.000005	0.550000	0.0952	0.203	135.034	282043.000000	4	8
14393	14394	Cold Years	Too Far Gone	22.0	0.415	0.941	11.0	-4.300	1	0.0524	0.001810	0.000004	0.3370	0.572	167.978	176529.000000	4	10
14394	14395	The Jaded Hearts Club	Reach Out I'll Be There	37.0	0.493	0.986	1.0	-2.279	1	0.0917	0.000967	0.006620	0.1230	0.567	122.036	186307.000000	4	10
14395	14396	Freddy Fender	Before the Next Teardrop Falls	50.0	0.799	0.345	10.0	-11.520	1	0.0276	0.748000	0.000024	0.1690	0.776	90.417	2.614567	4	4

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Math Symbol

Other Punctuation

Decimal Number

Other Symbol

Open Punctuation

Currency Symbol

Dash Punctuation

Close Punctuation

Other Letter

Modifier Symbol

Space Separator

Connector Punctuation

Final Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Greek

Most occurring blocks

Most frequent character per block

ASCII

Geometric Shapes

Math Operators

Punctuation

None

Letterlike Symbols

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Math Symbol

Decimal Number

Other Symbol

Open Punctuation

Currency Symbol

Dash Punctuation

Close Punctuation

Modifier Symbol

Other Letter

Final Punctuation

Initial Punctuation

Space Separator

Connector Punctuation

Nonspacing Mark

Most occurring scripts

Most frequent character per script

Latin

Common

Greek

Inherited

Most occurring blocks

Most frequent character per block

ASCII

Geometric Shapes

None

Letterlike Symbols

Punctuation

Math Operators

Diacriticals

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts